{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Serborn\n",
    "Serborn是一个基于matplotlib做了封装的一个绘图工具，绘图更简单\n",
    "\n",
    "安装\n",
    "pip install seaborn -i https://pypi.mirrors.ustc.edu.cn/simple/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import numpy as np"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1d2066e1b08>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0,100,100)\n",
    "y = x**2\n",
    "# x和y的参数类型可以是，列表，ndarray,df的一个列\n",
    "sns.jointplot(x=x,y=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1d203ef1948>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "x = np.linspace(0, 100, 100)\n",
    "y = -x**2\n",
    "line = pd.DataFrame(\n",
    "    {\n",
    "        \"x\": x,\n",
    "        \"y\": y\n",
    "    }\n",
    ")\n",
    "# 如果数据在df中，直接指定列名\n",
    "sns.jointplot(x=\"x\", y=\"y\", data=line,kind=\"reg\")\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 箱线图\n",
    "用于判断数据中是否存在离群值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ages = [12,1,2,3,1,4,5,6,11,22,21, 23, 41, 21, 23, 4, 12, 12, 100]\n",
    "sns.boxplot(x=ages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>clazz</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1500100001</td>\n",
       "      <td>施笑槐</td>\n",
       "      <td>22</td>\n",
       "      <td>女</td>\n",
       "      <td>文科六班</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1500100002</td>\n",
       "      <td>吕金鹏</td>\n",
       "      <td>24</td>\n",
       "      <td>男</td>\n",
       "      <td>文科六班</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           id name  age sex clazz\n",
       "0  1500100001  施笑槐   22   女  文科六班\n",
       "1  1500100002  吕金鹏   24   男  文科六班"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "students = pd.read_csv(\n",
    "    \"../data/students.txt\",\n",
    "    sep=\",\",\n",
    "    header=None,\n",
    "    names=[\"id\", \"name\", \"age\", \"sex\", \"clazz\"],\n",
    "    encoding=\"UTF-8\"\n",
    ")\n",
    "students.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pylab import mpl\n",
    "\n",
    "# 设置中文字体显示\n",
    "mpl.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='clazz', ylabel='age'>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# hue 再拆分绘图\n",
    "sns.boxplot(y=\"age\",x=\"clazz\",hue=\"sex\", data=students)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 直方图\n",
    "查看数据分布情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\soft\\python37\\lib\\site-packages\\ipykernel_launcher.py:2: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\soft\\python37\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "d:\\soft\\python37\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(size=10000)\n",
    "sns.distplot(x=x,rug=True)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='clazz', ylabel='count'>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"clazz\",hue=\"sex\",data=students,orient = 'v')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 核密度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\soft\\python37\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "d:\\soft\\python37\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(size=1000)\n",
    "sns.kdeplot(x=x,fill=True,color=\"g\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 小提琴图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\soft\\python37\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "d:\\soft\\python37\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ages = [12,1,2,3,1,4,5,6,11,22,21, 23, 41, 21, 23, 4, 12, 12, 100]\n",
    "sns.violinplot(x=ages)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 点对图\n",
    "用于查看df中多列的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\soft\\python37\\lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1d20d8f1ac8>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\soft\\python37\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "d:\\soft\\python37\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(line)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='sex'>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# .plot.pie() df中一个对绘图的简化\n",
    "students[\"sex\"].value_counts().plot.pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "2c4166c4e60205886b39594020a0a92964d0c5302c672db710129f3f2bb29b9f"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
